{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b317d1a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "from utils import GetHistoryData\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f2a3cc93",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = GetHistoryData('600519','hfq')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d35f5911",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['5ma'] = df['close'].rolling(5).mean()\n",
    "df['20ma'] = df[\"close\"].rolling(20).mean()\n",
    "buy_signals = (df['5ma'] > df['20ma']) & (df['5ma'].shift(1) <= df['20ma'].shift(1))\n",
    "sell_signals = (df['5ma'] < df['20ma']) & (df['5ma'].shift(1) >= df['20ma'].shift(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "de32863e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='date'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1 = df[df.index>='2024-01-01']\n",
    "df1[['close','5ma','20ma']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9b7f5ef1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from cProfile import label\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(df1.index, df1['close'],label='Close')\n",
    "#plt.plot(df1.index, df1['5ma'],label='5ma')\n",
    "#plt.plot(df1.index, df1['20ma'],label='20ma')\n",
    "plt.scatter(df1[buy_signals].index, df1[buy_signals]['close'], marker='^', color='r', label='Buy Signal (Golden Cross)', zorder=5)\n",
    "plt.scatter(df1[sell_signals].index, df1[sell_signals]['close'], marker='v', color='g', label='Sell Signal (Death Cross)', zorder=5)\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Close Price')\n",
    "plt.legend()\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(True)\n",
    "plt.gcf().autofmt_xdate()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "xquant",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
